01 Mar 2018

Deep Learning

入门指南

  1. 先简单了解深度学习,特别是BP公式的推导,一定要自己推导一下。 [link]
  2. 神经网络的更加细致的公式演算和推导。 [link]
  3. 一些微信公众号也会推送很多基础博客,都非常好,比如:新智元,机器之心
  4. 入门的一些论文。 [link]
  5. python 入门,有编程基础的话入门很快。 [link]
  6. 会了python之后,可以自己跑一些实验,推荐框架:Pytorch。 [link]

文献阅读

  • 最新论文查询:Arxiv
  • A类:ICCV, CVPR, IJCAI, AAAI, ICML, NIPS, ACM MM, IEEE TIP
  • B类:ECCV, BMVC

In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
In Proceedings of the European Conference on Computer Vision (ECCV)
In Proceedings of the IEEE International Conference on Computer Vision (ICCV)
In Advances in Neural Information Processing Systems (NeurIPS)
In Proceedings of the International Joint Conferences on Artificial Intelligence (IJCAI)
In Proceedings of the ACM International Conference on Multimedia (ACM MM)
In AAAI Conference on Artificial Intelligence (AAAI)

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